{
 "cells": [
  {
   "cell_type": "code",
   "id": "66cce669",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-24T18:44:32.656934Z",
     "start_time": "2025-05-24T18:44:32.651735Z"
    }
   },
   "source": [
    "import os\n",
    "import json\n",
    "l=[]\n",
    "for f in os.listdir(\".\"):\n",
    "    if f.endswith(\".json\"):\n",
    "        with open(f, \"r\") as fp:\n",
    "            data = json.load(fp)\n",
    "            l+=data\n"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "id": "ad2e2ce1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-24T18:44:32.764169Z",
     "start_time": "2025-05-24T18:44:32.757039Z"
    }
   },
   "source": [
    "len(l)"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "151"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "id": "781cea6a",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-24T18:44:32.792886Z",
     "start_time": "2025-05-24T18:44:32.789441Z"
    }
   },
   "source": [
    "d={}\n",
    "for i in l:\n",
    "    if i in d.keys():\n",
    "        d[i]+=1\n",
    "    else:\n",
    "        d[i]=1\n"
   ],
   "outputs": [],
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "id": "d5b8e643",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-24T18:44:33.439696Z",
     "start_time": "2025-05-24T18:44:32.807364Z"
    }
   },
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "sizes=[]\n",
    "labels=[]\n",
    "# sort d by value\n",
    "d = dict(sorted(d.items(), key=lambda item: item[1], reverse=True))\n",
    "for i in d.keys():\n",
    "    sizes.append(d[i])\n",
    "    labels.append(i)\n",
    "# plot bar chart\n",
    "plt.figure(figsize=(20, 10))\n",
    "plt.bar(labels, sizes)\n",
    "plt.xticks(rotation=90)\n",
    "plt.xlabel('Labels')\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
